A computer implemented method, system, and computer program product for enabling consistency between zones comprising creating a lease agreement between a first zone and at least a second zone; wherein the lease indicates that the first zone is the owner of an object; wherein the lease agreement dictates that a notification is to be sent before a cached object in the first zone is updated if the lease is still valid; wherein the lease indicates the first zone is to send a heartbeat to the second zone within the predetermined period of time if the object has not been changed and the lease is still valid; and setting up heartbeats from the first zone to at least a second zone within a predetermined amount of time; wherein the heartbeat indicates that the lease is still valid and the object has not been changed.
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1. A computer implemented method for enabling consistency between zones comprising:
creating a lease agreement between a first zone and at least a second zone; wherein the lease indicates that the first zone is the owner of an object; wherein the lease agreement dictates that a notification is to be sent before a cached object in the first zone is updated if the lease is still valid; wherein the lease indicates the first zone is to send a heartbeat to the second zone within the predetermined period of time if the object has not been changed and the lease is still valid;
setting up heartbeats from the first zone to at least a second zone within a predetermined amount of time; wherein the heartbeat indicates that the lease is still valid and the object has not been changed;
enabling read access to the object in at least second zone while the lease is valid and heartbeats are received at the at least second zone within the predetermined period of time; and
in the case where a heartbeat is not received within a predetermined period, following information in the lease to invalidate the data in the second zone while retaining access to the object in the first zone.
14. A program product comprising:
a non transitory computer-readable storage medium encoded with computer-executable program code enabling one or more processors to execute:
creating a lease agreement between a first zone and at least a second zone; wherein the lease indicates that the first zone is the owner of an object; wherein the lease agreement dictates that a notification is to be sent before a cached object in the first zone is updated if the lease is still valid; wherein the lease indicates the first zone is to send a heartbeat to the second zone within the predetermined period of time if the object has not been changed and the lease is still valid;
setting up heartbeats from the first zone to at least a second zone within a predetermined amount of time; wherein the heartbeat indicates that the lease is still valid and the object has not been changed;
enabling read access to the object in at least second zone while the lease is valid and heartbeats are received at the at least second zone within the predetermined period of time; and
in the case where a heartbeat is not received within a predetermined period, following information in the lease to invalidate the data in the second zone while retaining access to the object in the first zone.
8. A system comprising:
one or more processors;
zones, including storage devices at each zone of the zones;
an object stored in the zones; and
computer-executable program code operating in memory, wherein the computer-executable program code is configured to enable the one or more processors to execute:
creating a lease agreement between a first zone and at least a second zone of the zones; wherein the lease indicates that the first zone is the owner of the object; wherein the lease agreement dictates that a notification is to be sent before a cached object in the first zone is updated if the lease is still valid; wherein the lease indicates the first zone is to send a heartbeat to the second zone within the predetermined period of time if the object has not been changed and the lease is still valid;
setting up heartbeats from the first zone to at least a second zone within a predetermined amount of time; wherein the heartbeat indicates that the lease is still valid and the object has not been changed
enabling read access to the object in at least second zone while the lease is valid and heartbeats are received at the at least second zone within the predetermined period of time; and
in the case where a heartbeat is not received within a predetermined period, following information in the lease to invalidate the data in the second zone while retaining access to the object in the first zone.
2. The method of
setting up sending heartbeat at a predetermined period of time from the second zone to the first zone; and wherein the first zone stops sending heartbeats from the first zone to the second zone if the first zone does not receive a heartbeat within the predetermined period of time from the second zone.
3. The method of
creating a set of leases for a set of objects accessible in a set of zones; wherein each lease of the set of leases specifies a zone of the set of zones to be the owner for each object of the set of objects; wherein the specified zone maintains access objects of the set of objects if heartbeats are not received by the zones.
4. The method of
receiving a write to the object in a first zone; and
notifying the second zone to invalidate a cache for the object in the second zone.
5. The method of
indicating to the second zone that reads to the object are to be serviced from the first zone.
9. The system of
setting up sending heartbeat at a predetermined period of time from the second zone to the first zone; and wherein the first zone stops sending heartbeats from the first zone to the second zone if the first zone does not receive a heartbeat within the predetermined period of time from the second zone.
10. The system of
creating a set of leases for a set of objects accessible in a set of zones; wherein each lease of the set of leases specifies a zone of the set of zones to be the owner for each object of the set of objects; wherein the specified zone maintains access objects of the set of objects if heartbeats are not received by the zones.
11. The system of
receiving a write to the object in a first zone; and
notifying the second zone to invalidate a cache for the object in the second zone.
12. The system of
indicating to the second zone that reads to the object are to be serviced from the first zone.
15. The computer product of
setting up sending heartbeat at a predetermined period of time from the second zone to the first zone; and wherein the first zone stops sending heartbeats from the first zone to the second zone if the first zone does not receive a heartbeat within the predetermined period of time from the second zone.
16. The computer product of
creating a set of leases for a set of objects accessible in a set of zones; wherein each lease of the set of leases specifies a zone of the set of zones to be the owner for each object of the set of objects; wherein the specified zone maintains access objects of the set of objects if heartbeats are not received by the zones.
17. The computer product of
receiving a write to the object in a first zone; and
notifying the second zone to invalidate a cache for the object in the second zone.
18. The computer product of
indicating to the second zone that reads to the object are to be serviced from the first zone.
19. The computer program product of
20. The computer program product of
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This Application claims priority from U.S. Provisional Patent Application Ser. No. 61/988,603 entitled “DISTRIBUTED DATA STORAGE MANAGEMENT” and 61/988,796 entitled “ZONE CONSISTENCY” filed on May 5, 2013 the content and teachings of which are hereby incorporated by reference in their entirety.
This Application is related to U.S. patent application Ser. No. 14/319,349, entitled “DISTRIBUTED DATA STORAGE MANAGEMENT”, Ser. No. 14/319,360, entitled “DISTRIBUTED METADATA MANAGMENT”, Ser. No. 14/319,368, entitled “SCALABLE DISTRIBUTED STORAGE SYSTEM INFRASTRUCTURE”, Ser. No. 14/319,378, entitled “DISTRIBUTED DATA STORAGE MANAGEMENT”, Ser. No. 14/319,383, entitled “DATA BACKUP MANAGEMENT ON DISTRIBUTED STORAGE SYSTEMS”, and Ser. No. 14/319,113, entitled “ZONE CONSISTENCY”, filed on even date herewith, the teachings of which applications are hereby incorporated herein by reference in their entirety.
A portion of the disclosure of this patent document may contain command formats and other computer language listings, all of which are subject to copyright protection. The copyright owner has no objection to the facsimile reproduction by anyone of the patent document or the patent disclosure, as it appears in the Patent and Trademark Office patent file or records, but otherwise reserves all copyright rights whatsoever.
This application related to data storage.
Computer systems may include different resources used by one or more host processors. Resources and host processors in a computer system may be interconnected by one or more communication connections. These resources may include, for example, data storage devices such as those included in the data storage systems manufactured by EMC Corporation. These data storage systems may be coupled to one or more servers or host processors and provide storage services to each host processor. Multiple data storage systems from one or more different vendors may be connected and may provide common data storage for one or more host processors in a computer system.
A host processor may perform a variety of data processing tasks and operations using the data storage system. For example, a host processor may perform basic system I/O operations in connection with data requests, such as data read and write operations.
Host processor systems may store and retrieve data using a storage device containing a plurality of host interface units, disk drives, and disk interface units. Such storage devices are provided, for example, by EMC Corporation of Hopkinton, Mass. and disclosed in U.S. Pat. No. 5,206,939 to Yanai et al., U.S. Pat. No. 5,778,394 to Galtzur et al., U.S. Pat. No. 5,845,147 to Vishlitzky et al., and U.S. Pat. No. 5,857,208 to Ofek. The host systems access the storage device through a plurality of channels provided therewith. Host systems provide data and access control information through the channels to the storage device and storage device provides data to the host systems also through the channels. The host systems do not address the disk drives of the storage device directly, but rather, access what appears to the host systems as a plurality of logical disk units, logical devices or logical volumes. The logical disk units may or may not correspond to the actual physical disk drives. Allowing multiple host systems to access the single storage device unit allows the host systems to share data stored therein. In a common implementation, a Storage Area Network (SAN) is used to connect computing devices with a large number of storage devices. Management and modeling programs may be used to manage these complex computing environments.
Two components having connectivity to one another, such as a host and a data storage system, may communicate using a communication connection. In one arrangement, the data storage system and the host may reside at the same physical site or location. Techniques exist for providing a remote mirror or copy of a device of the local data storage system so that a copy of data from one or more devices of the local data storage system may be stored on a second remote data storage system. Such remote copies of data may be desired so that, in the event of a disaster or other event causing the local data storage system to be unavailable, operations may continue using the remote mirror or copy.
In another arrangement, the host may communicate with a virtualized storage pool of one or more data storage systems. In this arrangement, the host may issue a command, for example, to write to a device of the virtualized storage pool. In some existing systems, processing may be performed by a front end component of a first data storage system of the pool to further forward or direct the command to another data storage system of the pool. Such processing may be performed when the receiving first data storage system does not include the device to which the command is directed. The first data storage system may direct the command to another data storage system of the pool which includes the device. The front end component may be a host adapter of the first receiving data storage system which receives commands from the host. In such arrangements, the front end component of the first data storage system may become a bottleneck in that the front end component processes commands directed to devices of the first data storage system and, additionally, performs processing for forwarding commands to other data storage systems of the pool as just described.
As it is generally known, “cloud computing” typically refers to the use of remotely hosted resources to provide services to customers over one or more networks such as the Internet. Resources made available to customers are typically virtualized and dynamically scalable. The software and data used to support cloud computing services are located on remote servers owned by a cloud computing service provider. Customers consuming services offered through a cloud computing platform need not own the physical infrastructure hosting the actual service, and may accordingly avoid capital expenditure on hardware systems by paying only for the service resources they use, and/or a subscription fee. From a service provider's standpoint, the sharing of computing resources across multiple customers (aka “tenants”) improves resource utilization. Use of the cloud computing service model has been growing due to the increasing availability of high bandwidth communication, making it possible to obtain response times from remotely hosted cloud-based services similar to those of services that are locally hosted.
Cloud computing infrastructures often use virtual machines to provide services to customers. A virtual machine is a completely software-based implementation of a computer system that executes programs like an actual computer system. One or more virtual machines may be used to provide a service to a given customer, with additional virtual machines being dynamically instantiated and/or allocated as customers are added and/or existing customer requirements change. Each virtual machine may represent all the components of a complete system to the program code running on it, including virtualized representations of processors, memory, networking, storage and/or BIOS (Basic Input/Output System). Virtual machines can accordingly run unmodified application processes and/or operating systems. Program code running on a given virtual machine executes using only virtual resources and abstractions dedicated to that virtual machine. As a result of such “encapsulation,” a program running in one virtual machine is completely isolated from programs running on other virtual machines, even though the other virtual machines may be running on the same underlying hardware. In the context of cloud computing, customer-specific virtual machines can therefore be employed to provide secure and reliable separation of code and data used to deliver services to different customers.
Features and advantages of the present invention will become more apparent from the following detailed description of exemplary embodiments thereof taken in conjunction with the accompanying drawings in which:
A computer implemented method, system, and computer program product for enabling consistency between zones comprising creating a lease agreement between a first zone and at least a second zone; wherein the lease indicates that the first zone is the owner of an object; wherein the lease agreement dictates that a notification is to be sent before a cached object in the first zone is updated if the lease is still valid; wherein the lease indicates the first zone is to send a heartbeat to the second zone within the predetermined period of time if the object has not been changed and the lease is still valid; and setting up heartbeats from the first zone to at least a second zone within a predetermined amount of time; wherein the heartbeat indicates that the lease is still valid and the object has not been changed.
Previously, in order to configure federated storage, an end-user who needed distributed storage for their application had to engage IT specialists from multiple silos within their organization, be authorized by multiple entities to acquire resources, and then wait for the resources to be made available. Typically, multiple IT specialists had to configure multiple components, use disparate management tools, manually track parameters being configured (such as WWNs, etc), while communicating needs within their own departments. Conventionally, performing regular configuration tasks in this manner was difficult, error prone, requires intimate knowledge of each component and has to be repeated whenever requirements expand.
Typically, there are problems in keeping an object consistent between two zones. Conventionally, it is problematic to create a global namespace where an object is accessible in two zones. Generally, a problem with zone consistency is that it can be expensive to synchronously update changes in a first zone to a second zone to keep objects synchronized between zones; typically this may be costly in part due to the bandwidth cost to synchronize data between zones. Typically, it may also be costly due to the latency or delay cost of having to wait for the object to be updated in another zone. Conventionally, it is problematic due to extended read times to reach from one zone to another get the latest data if the zones are not synchronized. Usually, it takes 10 times the amount of time to reach between zones to get data than it may be to service a read request within a zone. Typically, a cloud provider may ask customers to pick a zone for a bucket. Generally, a customer whose data spans across zones has to hard partition a namespace upfront into zones. Conventionally, zones are vertical silos, unaware of each other's namespace.
In some embodiments, a namespace may be a network partition were a data object has a unique key or way to be accessed within the namespace. In certain embodiments, consistency may be used to describe the rules used to ensure that a single unique object, exposed in different geographic locations, contains the same data. In some embodiments, different geographic locations may be within a namespace. In at least some embodiments, a unique object presented in different geographic locations within a namespace may be cached at each geographic locations. In many embodiments, strong consistency may ensure that if a unique object is accessed at any geographic location within a namespace the data will be the same regardless of the access location. In an embodiment, weak consistency may not enforce that an unique object is consistent across locations or zones in a namespace. In most embodiments, a unique object may refer to an object that appears to be a single object in multiple locations, although the object may be cached locally at each location. In some embodiments, it may be ensured that regardless to where a read or write occurs to a unique object, the object will appear to have the same information regardless of where it is accessed.
In certain embodiments, the current disclosure may enable a single global namespace that spans across all zones. In most embodiments, a namespace may be accessible in all zones. In an embodiment, an enterprise may have a single file system span across its office locations, which may span a large geographic area. In certain embodiments, employees of the enterprise may have read write access to objects in a particular name space across the world by mounting the a system, such as NFS. In some embodiments, one or more objects may be uploaded in a single bucket from multiple zones. In certain embodiments, data may be written in primary zone and replicated in an asynchronous matter to a secondary zone. In some embodiments, a client may go to a secondary zone and read the data. In at least some embodiments, a system and client may not know if the data is the latest or not. In other embodiments, a mobile agent may upload an object in one zone. In certain embodiments, a read request in another zone may receive an “object-not-found” error. In many of the embodiments herein, two zones are used; however the Applicants realize that the current disclosure may be used with any number of zones.
In certain embodiments, an object may not be present in a zone. In other embodiments, the object may be present but may have not yet replicated to the other zone. In at least some embodiments, a zone may be a data center. In some embodiments, the current disclosure may enable strong consistency between two zones. In many embodiments, it may be desirable to keep an object accessible in both zones up to date in both zones. In most embodiments, zones may be connected by a wide area network. In some embodiments, zones may be located in different geographical areas, such as Boston and Seattle.
In an embodiment, the current disclosure may enable a global namespace across zones. In some embodiments, one or more objects may be available in multiple zones. In many embodiments, the objects may be unique objects. In most embodiments, unique objects may be represented as the same objects in multiple places. In most embodiments, a unique object may be similar to giving multiple locations access to a same physical register. In alternative embodiments, a unique object may be similar to emulating a register in multiple locations. In certain embodiments, synchronous replication may be used to keep objects in zones up to date. In other embodiments, asynchronous replication may be used to keep objects up to date between zones. In further embodiments, a combination of synchronous and asynchronous replication may be used to keep objects up to date between zones. In other embodiments, a combination of synchronous, asynchronous, and other techniques may be used to keep objects up to date between zones. In certain embodiments, a read to a zone may need to determine which zone has the most up to date information.
In certain embodiments, every write transaction in the system may cross WAN and may take a fraction of the second, which can create significant delay for multiple writes. In some embodiments, many of the writes may be reads in the same zone and it may not be efficient to immediately update another zone with a change that will soon be overwritten before another zone accesses that information. In further embodiments, WAN transaction costs between zones may be paid when required. In certain embodiments, if a system can avoid WAN round trip more often than not, there may be a perceptible difference in overall latencies.
In most embodiments, the current disclosure may enable WAN round trips to be avoided. In certain embodiments, the current disclosure may enable a global namespace across zones. In certain embodiments, the current disclosure may enable strong consistency across zones. In may embodiments, the current disclosure may enable minimal WAN interactions for transactions.
In most embodiments, a write to a zone may be performed locally without determining which zone currently has the most up to date information. In certain embodiments, objects in zones may consist of a key value pair. In some embodiments, traffic to a zone may determine what combination of read requests and write requests occur to each object or key value pair in each zone. In an embodiment, if an object experiences mostly writes in a zone, a particular algorithm may be useful to keep it up to date while minimizing traffic across a WAN to another zone. In another embodiment, if an object receives mostly reads, another technique may be useful to minimize WAN traffic to another zone. In further embodiments, a heartbeat with a lease may be used to maintain strong consistency between zones.
In some embodiments, the current disclosure may enable zones to be kept up to date by transparently shifting between synchronous and asynchronous replication of objects between zones. In still further embodiments, the current disclosure may enable zones to be kept up to data by switching between a plurality of synchronization techniques. In some embodiments, the technique used to keep the zones up to date may be chosen by observing the traffic pattern or reads and writes to the zones. In some embodiments, there may be a heartbeat between zones. In at least one embodiment, a heartbeat may indicate whether the zones are able to communicate. In certain embodiments, the heartbeat may be used in combination with a lease.
In certain embodiments, if it is determined that few reads occur to an object in a particular zone, the object may not be updated but may be notified that the object is not up to date. In some embodiments, if an object is not up to date in a zone, a read may be serviced by another zone. In another embodiment, if a read is to occur to an object a heartbeat status may be checked to determine if the object is up to date. In other embodiments, if a read occurs to a zone and a heartbeat has not been received within a period of time, the read may be failed. In some embodiments, if a write occurs to an object in a first zone, the first zone may tell a second zone to invalidate its cache for the object indicating that reads to that object should be serviced from the first zone.
In certain embodiments, zones may have leases for other zones. In at least one embodiment, a lease may be useful in invalidating an object cache. In some embodiments, each key, of a key value pair for an object, may have a set of zones in its property that have stored the most recent version of the key in those zones. In most embodiments, before updating the data of an object the owner may have to send notification to leased zones. In certain embodiments, the notification may update the other zones with the changed information. In certain embodiments, changed information may be meta information or properties of the object. In other embodiments, changed information may be the data of the object itself. In at least one embodiment, there may be a heartbeat between zones that is stopped in case of network partition which may override the requirement to notify other zones that have a lease on the key.
In further embodiments, if a connection between zones is broken, a particular zone may fail read and write requests to an object while another zone may process the read and write requests. In certain embodiments, a first zone may guarantee to a second zone that it may have the most updated value or property of the object unless the first zone notifies the second zone that the value has changed. In most embodiments, upon a change in a first zone, the first zone may notify other zones that a change has occurred. In further embodiments, if there is a break or partition between zones, a secondary zone may return errors to read write operations upon the loss of a heartbeat denoting that the data of the secondary zone may not up to date. In certain embodiments, if a zone is not receiving a heartbeat, the zone may stop sending heartbeats to other zones. In other embodiments, certain synchronization techniques may be applied in a failure free environment. In some embodiments, different synchronization techniques may be applied in an environment where failure may occur.
In some embodiments, an object API may be “Tenant>Bucket>Object>Data Ranges.” In certain embodiments, NFS/HDFS may have a file system which may be rooted at the ViPR bucket. In certain embodiments, a file system string may be “Tenant>Bucket>SubDir1> . . . >File>Data Ranges. In other embodiments, a generic structure may be “Tenant> . . . (n levels of parents) . . . >Data Ranges.” In an embodiment, a Parent Child Relationship may be given “/a/b.txt.” In other embodiments, structure may be stored as key-value pairs. In a particular example, a key pair may be “BucketName”. “a”→“aid.” In another embodiment, a key value pair may be “aid”. “b.txt”→“bid.” In certain embodiments, there may be Object/File System On Key-Value. In some embodiments, each entity (subdirectory or file), and its relationships may be stored as individual keys. In certain embodiments, object and file system may sit on top of key/value system. In alternative embodiments, multi-zone access transactions may deal with correctness of key-value system.
A discussion of some types of virtual storage may be found in U.S. Pat. No. 7,206,863, entitled “SYSTEM AND METHOD FOR MANAGING STORAGE NETWORKS AND PROVIDING VIRTUALIZATION OF RESOURCES IN SUCH A NETWORK” issued on Apr. 17, 2007, to EMC Corp, U.S. Pat. No. 7,770,059, entitled “FAILURE PROTECTION IN AN ENVIRONMENT INCLUDING VIRTUALIZATION OF NETWORKED STORAGE RESOURCES” issued on Aug. 3, 2010, to EMC Corp, U.S. Pat. No. 7,739,448, entitled “SYSTEM AND METHOD FOR MANAGING STORAGE NETWORKS AND PROVIDING VIRTUALIZATION OF RESOURCES IN SUCH A NETWORK” issued on Jun. 15, 2010, to EMC Corp, U.S. Pat. No. 7,739,448, entitled “SYSTEM AND METHOD FOR MANAGING STORAGE NETWORKS AND PROVIDING VIRTUALIZATION OF RESOURCES IN SUCH A NETWORK USING ONE OR MORE ASICS” issued on Nov. 17, 2009, to EMC Corp, U.S. Pat. No. 7,620,774, entitled “SYSTEM AND METHOD FOR MANAGING STORAGE NETWORKS AND PROVIDING VIRTUALIZATION OF RESOURCES IN SUCH A NETWORK USING ONE OR MORE CONTROL PATH CONTROLLERS WITH AN EMBEDDED ASIC ON EACH CONTROLLER” issued on Nov. 17, 2009, to EMC Corp, U.S. Pat. No. 7,225,317, entitled “SYSTEM AND METHOD FOR MANAGING STORAGE NETWORKS AND FOR MANAGING SCALABILITY OF VOLUMES IN SUCH A NETWORK” issued on May 29, 2007, to EMC Corp, U.S. Pat. No. 7,315,914, entitled “SYSTEMS AND METHODS FOR MANAGING VIRTUALIZED LOGICAL UNITS USING VENDOR SPECIFIC STORAGE ARRAY COMMANDS” issued on Jan. 1, 2008, to EMC Corp, and U.S. Pat. No. 7,216,264, entitled “SYSTEM AND METHOD FOR MANAGING STORAGE NETWORKS AND FOR HANDLING ERRORS IN SUCH A NETWORK” issued on May 8, 2007, to EMC Corp, all of which are hereby incorporated by reference.
Refer now to the example embodiment of
Refer now to the example embodiment of
Refer now to the example embodiment of
Refer now to the example embodiment of
In certain embodiments, it may be beneficial to apply a synchronous approach to updating of an object. In other embodiments it may be beneficial to apply an asynchronous approach to object updating. In further embodiments, it may be beneficial to switch between updating approaches. In still further embodiments, it may be beneficial to have a particular update approach for each key value pair based on the traffic to each of the key value pairs. In yet further embodiments, it may be beneficial to switch between synchronous, a synchronous, and one or more other techniques to keep data between zones up to date.
Refer now to the example embodiment of
In a first example, if object A 515/555 has the majority of its traffic to be both reads in Zone 1 515 and reads in Zone 2 550, then it would be beneficial to have each write to object A 515, 555 able to be served locally and a synchronous replication for every write may be executed. In another example, if there are many writes to object B 520/560 in a particular zone, then it would be beneficial to have each write be applied locally and have each read need to determine which zone has the latest data for the read, which would favor asynchronous replication. In other traffic patterns, a determination may be made based on the traffic pattern whether it is better to apply to asynchronous or synchronous replication to keep each object key value up to date. In further embodiments, another technique may be beneficial apply to keep the data updated between zones.
Refer now to the example embodiment of
In certain embodiments, the lease agreement may also dictate what action is to be taken if a heartbeat has not been received and the zones may assume that a network partition has occurred. In a particular embodiment, the lease agreement may state if there is loss of a heartbeat one zone may retain read/write access to an object while the other zone may fail all access to an object. In some embodiments, a zone may continue to send a heartbeat if it does not receive a heartbeat from other zones. In alternative embodiments, a zone may stop sending heartbeats if it does not receive heartbeats from other zones.
Refer now to the example embodiments of
Refer now to the example embodiments of
Refer now to the example embodiments of
It should again be emphasized that the technique implementations described above are provided by way of illustration, and should not be construed as limiting the present invention to any specific embodiment or group of embodiments. For example, the invention can be implemented in other types of systems, using different arrangements of processing devices and processing operations. Also, message formats and communication protocols utilized may be varied in alternative embodiments. Moreover, various simplifying assumptions made above in the course of describing the illustrative embodiments should also be viewed as exemplary rather than as requirements or limitations of the invention. Numerous alternative embodiments within the scope of the appended claims will be readily apparent to those skilled in the art.
As will be appreciated by those skilled in the art, the code may be stored on the data storage system on any one of a computer-readable medium having any one of a variety of different forms including volatile and nonvolatile, removable and non-removable media implemented in any method or technology for storage of information such as computer readable instructions, data structures, program modules or other data. Computer storage media includes, but is not limited to, RAM, ROM, EEPROM, flash memory or other memory technology, CD-ROM, DVD or other optical storage, magnetic cassettes, magnetic tape, magnetic disk storage or other magnetic storage devices, or any other medium which can be used to store the desired information and which can accessed by a data storage system processor. The methods and apparatus of this invention may take the form, at least partially, of program code (i.e., instructions) embodied in tangible media, such as floppy diskettes, CD-ROMs, hard drives, random access or read only-memory, or any other machine-readable storage medium. When the program code is loaded into and executed by a machine, such as the computer of
The logic for carrying out the method may be embodied as part of the system described above, which is useful for carrying out a method described with reference to embodiments shown in, for example,
Although the foregoing invention has been described in some detail for purposes of clarity of understanding, it will be apparent that certain changes and modifications may be practiced within the scope of the appended claims. Accordingly, the present implementations are to be considered as illustrative and not restrictive, and the invention is not to be limited to the details given herein, but may be modified within the scope and equivalents of the appended claims. Accordingly, the spirit and scope of the present invention should be limited only by the following claims.
Zhang, Qi, Luo, Jun, Wang, Chen, Srivastav, Shashwat, Shah, Vishrut, Sankaran, Sriram, Yuan, Huapeng, Robertson, Andrew, Gaddamadugu, Subba, Musial, Peter
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